Update README.md

README.md

@@ -3,4 +3,27 @@ task_categories:
 - zero-shot-classification
 size_categories:
 - 1M<n<10M
----
+---
+
+This repository hosts the JANuS (Joint Annotations and Names) dataset introduced in the 2023 paper Distributionally Robust Classification on a Data Budget.
+
+As of this writing, ours is the only public dataset which is both fully annotated with ground-truth labels and fully captioned with web-scraped captions. 
+
+It is designed to be used for controlled experiments with vision-language models.
+
+For more details on our dataset, please refer to the accompanying paper.
+
+If you find our dataset useful, please cite our paper --
+
+```
+@article{
+feuer2023distributionally,
+title={Distributionally Robust Classification on a Data Budget},
+author={Benjamin Feuer and Ameya Joshi and Minh Pham and Chinmay Hegde},
+journal={Transactions on Machine Learning Research},
+issn={2835-8856},
+year={2023},
+url={https://openreview.net/forum?id=D5Z2E8CNsD},
+note={}
+}
+```